|
Purpose and Analytical Uses |
|
Types of Measures |
|
|
|
Patient Level Decisions |
Patient Satisfaction |
Disease Mgmt. Protocol Adherence |
Order Set Compliance |
Episode Profiling |
|||
Medication Errors |
Risk Scoring |
|||
Provider Performance |
Activity Based Costing |
|||
|
|
Care Process Stewardship & Cost Management |
Care Process Variance |
Process Mapping |
Supply Use |
Value-Add Analysis |
|||
Process Based Costing |
Care Coordination |
|||
Gap Identification |
||||
|
|
Planning & Growth |
MD Network Analysis |
Staffing Predictions |
Price Setting |
Pattern and Trend Recognition |
|||
Utilization Predictions |
Agile Marketing |
|||
Resource Channeling |
Community Needs Assessment |
Table 1.1 depicts the picture for Healthcare analytics that is intended to improve decision making. The various parts of Healthcare Decisions can be broken as Tactical, Operational, and Strategic.
RESEARCH METHODOLOGY
The research carried out was Descriptive Research Type where quantitative data was used. Based on the purpose and objectives of the research the questionnaire was designed to provide answer to following aspects which emphasize the role and importance of BI in ITES sector industries
The questions were divided into various parts as below -
- Awareness / Knowledge of BI
- Implementation Strategy for BI
- Resources and their utilization / availability
- BI performance, outcomes, satisfaction and achievements / results.
- Overall impact on organization.
The survey was carried out on respondents from healthcare service industries in and around Pune considering the similarities of functional requirements. The respondents are the CIO's / CIU's who rely heavily on the data for Business Processes to function properly for the cost effective productivity. A total response of 100 respondents was taken.
RESULTS
The data analysis was performed using the statistical tool SPSS which has revealed the following facts having a direct impact on the Organization.
Willingness to Learn BI and its Need:
Out of total respondents a majority of 84% respondents expressed the need of BI and their willingness to learn the same. Further it was found that 66% person people had no or limited awareness of BI.
Lack of Standardized Implementation Approach:
Out of total respondents a majority of 90% respondents said that a standard BI implementation strategy was not followed. None of the standard practises like Induction Training, Performance Monitoring and Benchmarking were followed.
Lack of Sufficient Funds and Resources:
Out of total respondents a majority of 92% respondents said that the required funds and resources were not provided by the management. Management stressed more on adjusting within existing resources. Full-fledged support for necessary IT resources(Hardware, Software and Training) was not supported by Management which is a crucial factor for smooth functioning of BI.
Increase in Data Quality and Functional Efficiency:
Out of total respondents a majority of 65% respondents claimed that BI has brought about a major increase in data quality. This further added to satisfactory BI performance expressed by the respondents. Respondents expressed the ease in use of BI which further had exponential impact on the role support thereby leading to a major increase in Functional Efficiency.
Enhanced Resource Utilization, Profits and Cost Reduction:
Out of total respondents a majority of 55% respondents claimed that BI has brought about a major increase in Resource Utilization. This further added to increase in the Profit Levels and thereby helping in Cost Reduction.
RESEARCH FINDINGS AND INTERPRETATION
Following are some of the major findings and interpretations based on the Statistical Data
analysis -
- It was found that majority of the information officers who used organizational data for decision making are not aware of the BI capabilities. Also no steps were taken by the organization to make the officers aware about BI as well as its capabilities.
A majority of 66.1 % information officers were not aware of what BI is and what its capabilities are.
- It was found that the in spite of having a less awareness of BI majority of information users felt that they as well as their organization was in need of a suitable BI software. This need was felt by the information officers considering the volume of data and its importance that the users felt that was needed in decision making. A majority of 82.6 % information officers felt the need for a BI software to be implemented in the organization.
- When the information officers were asked if the software was made as per their custom requirements the reply was a major NO. The information officers said that the software was made considering some specific functionalities and was forced upon them to be used on a as it is basis. No specific requirements gathering and software built up as per the information requirements happened. 66% information officers reported that the BI software's that they were using were not made as per their requirements.
- It was observed that no BI software implementation strategy was followed. The BI software was purchased from the vendor and was put into use immediately. No prior awareness or trainings were given to the information officers. A majority of 91.6% information officers reported that no implementation strategy was followed.
- The information officers were asked if the problems faced in BI implementation process were identified and raised concern about. A majority of 77% information officers said that the problems were identified and were reported further for due course of action.
- When asked about the comfort in use of BI software a majority of 53.7% information officers reported that they were quite comfortable with the use of BI software to a great extent. They reported that the BI software was easy to use provided you have minimum operational knowledge of the software.
- The information officers were asked to comment on the induction training given to them towards the implementation of BI software. A majority of 62.1 % information officers reported that they were not given any induction training related to the BI software that was implemented in their organization.
- The information officers were asked whether the BI software was being monitored and evaluated. A majority of 73.3 % information officers said that the performance of the BI software was not being monitored and evaluated. This reflected the negligence towards harnessing of BI software capabilities due to lack of awareness.
- The information officers were asked if they were provided with sufficient IT resources for the implementation of BI software. A majority of 85.4 % of them revealed that they were in fact not provided with the sufficient IT resources which are an integral part of a successful BI software implementation.
- The information officers were asked if they were provided with sufficient funds for various resources required for the implementation of BI software. A majority of 87.8 % of them revealed that they were in fact not provide with the sufficient funds which has a direct impact on the successful BI software implementation.
- The information officers were asked if the BI software has enhanced the quality of the organizations data. A majority of 56.4% information officers said that the BI software helped them in improving the quality of organizational data which plays a crucial role in the functioning of Business.
- It was found that a majority of 49.1% information officers claimed that they were satisfied with the BI software performance on a great extent. This was observed because the BI software was catering to their functional needs thereby simplifying their routine work procedures.
- Based on the response of the information officers it was found that the implementation of BI software led to improvement in the revenue generation and increase in organizational profits. A majority of 55.4 % information officers agreed that the revenues and profits had improved to a great extent after BI software implementation. This was reflected through the process improvements achieved by BI software implementation.
- The information officers were asked if the implementation of BI software had any impact on their customer /client base. From the response it was found that a majority of 52.8% information officers confirmed that an increase in customer base was observed to a great extent. This was achieved through quality service being provided to customer which in turn was an outcome of the BI implementation.
- The information officers were asked if the implementation of BI software helped in achieving any cost reduction. From the response it was found that a majority of 56.9% information officers confirmed that cost reduction was observed and achieved to a great extent. This was achieved through process optimization which in turn is an integral part of BI implementation.
- It was found that the implementation of BI software had an impact on the Governance aspect of the organization. From the response it was found that a majority of 56.3% information officers confirmed that the governance process was more improved and responsive to a great extent. This was achieved through process definitions and optimizations which form an integral part of BI implementation.
- It was found that the implementation of BI software had an impact on the functional efficiency of the various departments in an organization. From the response it was found that a majority of 51.2% information officers confirmed that the collective functional efficiency of the departments had demonstrated a considerable increase to a great extent. This was achieved through process definitions and optimizations at individual as well as department level which forms an integral part of BI implementation.
- It was found that the information officers reported an increase in customer loyalty. A majority of 53.3 % information officers confirmed that the customer loyalty had increased. This was achieved through improved quality of service and adaptation to customer expectations which is an integral part of BI implementation.
- It was found that there was an increase in the overall resource utilization after the BI software implementation. A majority of 59.9 % information users confirmed that this overall increase in resource utilization was observed to a great extent.
- It was also found that the implementation of BI software demonstrated the increase in customer responsiveness. A majority of 49.9% information officers confirmed that this increase was achieved through BI implementation. BI implementation improvises the processes by making them more efficient and effective thereby enhancing the customer relationship management.
- It was found that the implementation of BI software had optimized the operations and processes in the organization. A majority of 57.7% information officers said that the optimization of operations and processes was achieved to a great extent through BI implementation. BI gives more emphasis on optimization of operations and processes thus serving its purpose.
- From the response of the information officers it was found that the BI software facilitated adaptation to market dynamics. A majority of majority of 54.5 % information officers agreed that the BI software facilitated adaptation to market dynamics to a great extent. This adaptation made the organization dynamic to adjust to the changing market scenarios.
- From the response of the information officers it was found that the BI software changed the outlook of top management towards the organization. A majority of majority of 48.5 % information officers agreed that the BI software brought about a positive change in the top management's commitment and role. This was observed to a great extent. This change in the managements approach is achieved through BI thereby making them more responsive.
- It was found that the BI software had a direct impact on the decision making process. The optimized processes, operations and overall increase in resource utilization clubbed with the enriched organizational data make the decision process more effective and efficient. A majority of 52.4 % information officers agreed that BI software has impacted the decision making process to a great extent.
- From the response of the information officers it was found that the BI software facilitated efficient and effective time utilization thereby increasing the overall resource utilization and productivity. A majority of 58.3 % information officers agreed to the fact that BI software facilitated efficient and effective time utilization to a great extent.
- From the response of the information officers it was found that the BI software provided solution to almost all the Business problems they were facing at individual as well as organizational level. However this is limited to the level up to which the BI software is designed and implemented as per organizations requirements. A majority of 49.8% information officers agreed that BI software provides solution to all business problems to a great extent.
- Further response of the information officers revealed that the implementation of BI software made the Business Conduct model more dynamic compared to present and past way of conduct. A majority of 45% information officers agreed that BI software changed the business conduct model implementation to a great extent comparing the past and current performance period.
Lastly it was found that the BI software implementation has brought about a paradigm shift in the way organizations were functioning comparing the pre and post implementation performance. A majority of 51% information officers agreed that there is a paradigm shift in the organization to a great extent brought about by BI software implementation.
CONCLUSION
The dynamic evolutions and developments in Business Intelligence (BI) systems help the Healthcare organizations in short term as well as long term survival. Based on the analysis and findings mentioned above the research concludes that an Effective and Efficient implementation of BI leads to Sustainability and Growth of Business in today's dynamic Business Environment. BI has a direct impact on the performance on growth parameters which are crucial for the Organizations very Existence and Future Growth.
References:
- "Business Intelligence In ITES Sector Industries In And Around Pune: A Paradigm Shift", Santaji P Ghorpade, Dr Manik Kadam, CHECKMATE 2017, International Conference, AIMS, Pune
- Q. Zhou, B. Xia, W. Xue, C. Zeng, R. Han and T. Li, "An Advanced Inventory Data Mining System for Business Intelligence," 2017 IEEE Third International Conference on Big Data Computing Service and Applications (BigDataService), San Francisco, CA, 2017, pp. 210-217.
- L. Yuanxin, R. Jing and J. Hui, "Notice of Retraction
Transform the Management of the Commercial Banks in China with a Balanced Scorecard and BI-Centralized Performance System," 2009 International Forum on Information Technology and Applications, Chengdu, 2009, pp. 369-372.
- B. Wu and L. Qin, "Design and implementation of Business-Driven BI platform based on cloud computing," 2011 IEEE International Conference on Cloud Computing and Intelligence Systems, Beijing, 2011, pp. 118-122.
- O. T. Ali, A. B. Nassif and L. F. Capretz, "Business intelligence solutions in healthcare a case study: Transforming OLTP system to BI solution," 2013 Third International Conference on Communications and Information Technology (ICCIT), Beirut, 2013, pp. 209-214.
- P. Brooks, O. El-Gayar and S. Sarnikar, "Towards a Business Intelligence Maturity Model for Healthcare," 2013 46th Hawaii International Conference on System Sciences, Wailea, HI, USA, 2013, pp. 3807-3816.
- O. Ali and A. Ouda, "A content-based data masking technique for a built-in framework in Business Intelligence platform," 2017 IEEE 30th Canadian Conference on Electrical and Computer Engineering (CCECE), Windsor, ON, 2017, pp. 1-4.
Text Books
- ReemaThareja, "Data Warehouse", Publisher: Oxford University Press.
- Jiawei Han, MichelineKamber, Jian Pei "Data Mining: concepts and techniques", 2nd Edition, Publisher: Elsevier/Morgan Kaufmann.
- Ralph Kimball, Margy Ross, "The Data Warehouse Toolkit", 3rd edition, Publisher: Wiley
Reference Books
- William Inmon, "Building the Data Warehouse", Wiley publication 4 th edition.
- Efrem G. Mallach, "Decision Support And Data Warehouse Systems", 1st Edition Publisher: Tata McGraw-Hill Education,. ISBN-10: 0072899816.
- Efraim Turban, Ramesh Sharda, DursunDelen, David King, "Business Intelligence", ISBN-10: 013610066X Publisher: Prentice Hall.ISBN-13: 9780136100669.
- Dorian Pyle, "Business Modeling and Data Mining", Elsevier Publication MK.
Websites
i. www.searchdatamanagement.techtarget.com
ii. Gartner Group, survey of 1,400 CIOs, February 2007.
iii. www.scribd.com
iv. www.sap.com
vi. https://en.wikipedia.org/wiki/Howard_Gardner.
vii. SAP Web site, July 2007.
viii. The Economist Intelligence Unit 2007
ix. www.sas.com
xi. www.businessobjects.com